[UDS] Create and review specification documents before writing code — spec format, states, and delta operations.
specialized protocol for spec-driven project initiation using Karpathy's Method — interview for the real goal, decompose into small…
Use when extracting a durable, language-neutral behavior specification and portable conformance assets from an existing codebase for…
Synchronizes implementation with intent by observing code changes against design specifications.
Write a spec as a linked knowledge base of atomic notes — entities, scenarios, ADRs with supersession tracking, status separation, layers…
Check code against the documentation that specifies it - which requirements hold, which the code contradicts, which are absent, and what…
Use when medium-to-large changes need explicit requirements, technical design, and task planning before implementation, especially for…
For specialist lawyers in agricultural law — Orientation: outlines the standard, burden of proof, and counterarguments; Result: test…
Draft and refine the Specific Aims page (NIH) or project overview/objectives (NSF, DoD, foundations) of a research grant.
Write the full patent specification from claims and invention disclosure.
Guide the user through a structured specification process: define the goal, specify exactly what to build (and what NOT to build), and…
AI & LLM Systems Architect - Design RAG pipelines, vector search, semantic caching, evals, and tool-calling guardrails.
Software Architect - Make evidence-based system design decisions, document trade-offs and ADRs, and define modular, reliable…
Ambiguity Resolver - Detect, prioritize, and close specification ambiguity without inventing requirements.
Content Architect - Heading Structure, Readability, Multimodal, Fact-density.
Systematic Debugger - Reproduce, isolate, prove root causes, and produce a scoped fix plan.
Technical Planner - Convert approved specifications into an evidence-backed implementation plan.
Logic Challenger (Red Team) - Ask critical questions, find edge cases.
Roadmap Strategist - Maintain evidence-backed milestones, dependencies, risks, and phase transitions.
Security Auditor - Perform evidence-backed application, dependency, secret, and threat-model audits without silently modifying code.
Technical SEO Lead - Optimize Meta Tags, Sitemap, Core Web Vitals, Schema.org.